{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from ggplot import *\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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VbKYLpsUE0mK2MxHYoHr+/PkwGAy45ppr8Oabb2L79u2CLzw2NjZi7969mD9/PjQaDebP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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112d23c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (288176061)>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(aes(x='date', y='beef'), data=meat) + \\\n",
    "    geom_point() + \\\n",
    "    stat_smooth()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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hKYizLISIqCow2SYiqlCyoiKRSifWsZSMJJNrIqKqw2SbiKhCqKqK+ESP61hKQSJVLRWc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\n+VCe+FVg3r9BPP1zUFtckIFEuu8DDL76R2Te/B+kdv4V6uhBeN5/HR0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1AAAg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\n2wAAAIBLKNsAAACASyjbAAAAgEv+DxFwZ/WgeRoZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114a53d10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (290075077)>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(aes(x='date', y='beef'), data=meat) + \\\n",
    "    geom_point() + \\\n",
    "    stat_smooth(method='loess')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Y2c77XUHaQ3FmVxrVx7c2N/GLh+vp8XmpKLfy4x+uVb+7iTi73W62bNky6vc7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ABhsIkCh6MH9QgCRzjqccoZOtgGdFzmuMjFOWQw2RiduzFkqKhH8Sf4UI8PUEE8XriM22BsjI2u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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117eb86d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (293523049)>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(aes(x='date', y='beef'), data=meat) + \\\n",
    "    geom_point() + \\\n",
    "    stat_smooth(method='ma', window=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pos</th>\n",
       "      <th>breeder</th>\n",
       "      <th>pigeon</th>\n",
       "      <th>name</th>\n",
       "      <th>color</th>\n",
       "      <th>sex</th>\n",
       "      <th>ent</th>\n",
       "      <th>arrival</th>\n",
       "      <th>speed</th>\n",
       "      <th>to_win</th>\n",
       "      <th>eligible</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Texas Outlaws</td>\n",
       "      <td>19633-AU15-FOYS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BCWF</td>\n",
       "      <td>H</td>\n",
       "      <td>1</td>\n",
       "      <td>42:14.0</td>\n",
       "      <td>172.155</td>\n",
       "      <td>0:00:00</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Junior Juanich</td>\n",
       "      <td>0402-AU15-JRL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SIWF</td>\n",
       "      <td>H</td>\n",
       "      <td>1</td>\n",
       "      <td>47:36.0</td>\n",
       "      <td>163.569</td>\n",
       "      <td>0:05:21</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Jerry Allensworth</td>\n",
       "      <td>0404-AU15-VITA</td>\n",
       "      <td>Perch Potato</td>\n",
       "      <td>BB</td>\n",
       "      <td>H</td>\n",
       "      <td>1</td>\n",
       "      <td>47:41.0</td>\n",
       "      <td>163.442</td>\n",
       "      <td>0:05:27</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Alias-Alias</td>\n",
       "      <td>2013-AU15-ALIA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BBSP</td>\n",
       "      <td>H</td>\n",
       "      <td>1</td>\n",
       "      <td>47:43.0</td>\n",
       "      <td>163.392</td>\n",
       "      <td>0:05:28</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Greg Glazier</td>\n",
       "      <td>5749-AU15-SLI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BC</td>\n",
       "      <td>H</td>\n",
       "      <td>1</td>\n",
       "      <td>47:44.0</td>\n",
       "      <td>163.366</td>\n",
       "      <td>0:05:30</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   pos            breeder           pigeon          name color sex  ent  \\\n",
       "0    1      Texas Outlaws  19633-AU15-FOYS           NaN  BCWF   H    1   \n",
       "1    2     Junior Juanich    0402-AU15-JRL           NaN  SIWF   H    1   \n",
       "2    3  Jerry Allensworth   0404-AU15-VITA  Perch Potato    BB   H    1   \n",
       "3    4        Alias-Alias   2013-AU15-ALIA           NaN  BBSP   H    1   \n",
       "4    5       Greg Glazier    5749-AU15-SLI           NaN    BC   H    1   \n",
       "\n",
       "   arrival    speed   to_win eligible  \n",
       "0  42:14.0  172.155  0:00:00      Yes  \n",
       "1  47:36.0  163.569  0:05:21      Yes  \n",
       "2  47:41.0  163.442  0:05:27      Yes  \n",
       "3  47:43.0  163.392  0:05:28      Yes  \n",
       "4  47:44.0  163.366  0:05:30      Yes  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pigeons.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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OLNlsx5aScekr1L6dJCzCVJATNg+aPtJpyTGwh5uIiNYFwzbRQ6bw1WulYrA+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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ab70dd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (296454589)>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(pigeons, aes(x='speed', y='pos')) + \\\n",
    "    geom_point(size=1000, color='OldLace')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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FREQ6DoVtkXMUGBjIgw8+yG233cZTTz3FK6+8ck4ndxkMBnr16uVYSvLLw5dERESkfVPY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\nN/l/N3DjTDg6HiEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ceed490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (298776365)>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(pigeons, aes(x='speed', y='pos')) + \\\n",
    "    geom_point() + \\\n",
    "    stat_smooth(method='lm', se=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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oX4qT9qU4uVwuwuFwoZcxYnSyfQGfz0c0GiWdThd6KdfM7/czMDBQ6GWQTKZJJt562LYs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\nLMviwQcfHHbzJcChQ4f41Kc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n44//+I/57ne/m881AnD06FH27NlDbW0t3/jGNwB429ve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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11bec8690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (297713925)>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(pigeons, aes(x='speed', y='pos')) + \\\n",
    "    geom_point() + \\\n",
    "    stat_smooth(method='loess')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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wzbBNRERkObiyTfQI/Pz8EB8fj5s3b2LJkiUoKCh45M8SCATo2bOnrpXk3l1PiIiIyHwx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\nsCnxr7n6buMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11bb40290>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (297486349)>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(pigeons, aes(x='speed', y='pos')) + \\\n",
    "    geom_point() + \\\n",
    "    stat_smooth(method='loess', se=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Hjx+Dx+NRo8NpaWn44osv8Ndff0FHRwdA/de/uLg4XL16FQsWLMD9+/eRn5+Pvn37NnkW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wZkZGSgXbt2aNOmTYvXyieffILWrVvDzs4O7du3R9u2bdG7d29YW1tj3759OHv2LDp06ABj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\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NtLW1wePxaNtbliHipKysDCdOnBDjBACMjIzAZrOxcePGVrzU1dWBzWZTO4VCYZc4EW1D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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x125f8ee10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (309876873)>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(pigeons, aes(x='speed', y='pos')) + \\\n",
    "    geom_point() + \\\n",
    "    stat_smooth(method='loess', se=False) + \\\n",
    "    facet_wrap(\"breeder\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
